{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 相关链接\n",
    "# SVM及核函数: https://blog.csdn.net/wenqiwenqi123/article/details/79313876\n",
    "# SVM标记点选择与损失函数: https://blog.csdn.net/wenqiwenqi123/article/details/79314166\n",
    "# SVM完整推导: https://blog.csdn.net/b285795298/article/details/81977271\n",
    "# 核技术的使用: https://blog.csdn.net/aspirinvagrant/article/details/45306783\n",
    "\n",
    "# 线性可分支持向量分类机: 硬分类\n",
    "# 线性支持向量分类机: 加入松弛因子,对目标函数作惩罚\n",
    "# 可分支持向量机: 使用kernel,映射到Hilbert空间\n",
    "# C-支持向量分类机: 映射到H空间后,依然需要软化约束条件\n",
    "\n",
    "# 参考代码: https://blog.csdn.net/luanpeng825485697/article/details/79809006\n",
    "# sklearn.svm的API: https://scikit-learn.org/stable/modules/classes.html?highlight=svm#module-sklearn.svm\n",
    "# https://blog.csdn.net/cindy407/article/details/94014321\n",
    "\n",
    "import numpy as np # 快速操作结构数组的工具\n",
    "from sklearn import svm  # svm支持向量机\n",
    "import matplotlib.pyplot as plt # 可视化绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测结果： [-1. -1.  1.  1.]\n",
      "支持向量： [[ 3.018896  2.556416]\n",
      " [ 3.634009  1.730537]\n",
      " [ 0.887835 -2.797792]\n",
      " [ 1.696414 -1.212496]\n",
      " [ 4.658191  3.507396]\n",
      " [ 1.208047  0.2131  ]\n",
      " [-0.232542 -0.54769 ]\n",
      " [ 3.457096 -0.082216]\n",
      " [ 2.074915  1.41055 ]\n",
      " [-0.743036 -1.736103]\n",
      " [ 3.536555  3.96496 ]\n",
      " [ 2.893743 -1.643468]\n",
      " [ 0.870296 -0.109952]\n",
      " [-0.236713 -5.766721]\n",
      " [ 1.336267 -1.632889]\n",
      " [ 1.966279 -1.840439]\n",
      " [ 8.127113  1.274372]\n",
      " [ 7.108772 -0.986906]\n",
      " [ 8.197181  1.545132]\n",
      " [ 8.015003  0.885325]\n",
      " [ 7.916831 -1.781735]\n",
      " [ 7.270337 -2.507834]\n",
      " [ 8.804461  3.044301]\n",
      " [ 5.286862 -2.358286]\n",
      " [ 6.080573  0.418886]\n",
      " [ 6.016004 -3.753712]\n",
      " [ 9.205805 -0.58648 ]\n",
      " [ 7.556201  0.241185]\n",
      " [ 9.854303  1.365116]]\n",
      "支持向量索引： [ 1  8 12 14 17 19 28 29 41 42 43 52 59 70 74 76  4  5 18 31 33 36 39 54\n",
      " 55 57 75 79 90]\n",
      "支持向量数量： [16 13]\n",
      "预测结果： [-1. -1.  1.  1.]\n",
      "预测结果： [-1. -1.  1.  1.]\n"
     ]
    }
   ],
   "source": [
    "data_set = np.loadtxt(\"SVM_data.txt\")\n",
    "train_data = data_set[:,0:2]   # 训练特征空间\n",
    "train_target = np.sign(data_set[:,2])  # 训练集类标号\n",
    "\n",
    "test_data = [[3,-1], [1,1], [7,-3], [9,0]] # 测试特征空间\n",
    "test_target = [-1, -1, 1, 1]  # 测试集类标号\n",
    "\n",
    "plt.scatter(data_set[:,0],data_set[:,1],c=data_set[:,2])  # 绘制可视化图\n",
    "plt.show()\n",
    "\n",
    "# 创建模型\n",
    "clf = svm.SVC(gamma='auto')\n",
    "clf.fit(X=train_data, y=train_target,sample_weight=None)  # 训练模型。参数sample_weight为每个样本设置权重。应对非均衡问题\n",
    "result = clf.predict(test_data)  # 使用模型预测值\n",
    "print('预测结果：',result)  # 输出预测值[-1. -1.  1.  1.]\n",
    "\n",
    "# 获得支持向量\n",
    "print('支持向量：',clf.support_vectors_)\n",
    "# 获得支持向量的索引\n",
    "print('支持向量索引：',clf.support_)\n",
    "# 为每一个类别获得支持向量的数量\n",
    "print('支持向量数量：',clf.n_support_)\n",
    "\n",
    "\n",
    "# # ===============================Linear SVM======================\n",
    "from sklearn.svm import LinearSVC\n",
    "\n",
    "clf = LinearSVC() # 创建线性可分svm模型，参数均使用默认值\n",
    "clf.fit(train_data, train_target)  # 训练模型\n",
    "result = clf.predict(test_data)  # 使用模型预测值\n",
    "print('预测结果：',result)  # 输出预测值[-1. -1.  1.  1.]\n",
    "\n",
    "\n",
    "# # ===============================Linear NuSVC======================\n",
    "from sklearn.svm import NuSVC\n",
    "\n",
    "clf = NuSVC(gamma='auto') # 创建线性可分svm模型，参数均使用默认值\n",
    "clf.fit(train_data, train_target)  # 训练模型\n",
    "result = clf.predict(test_data)  # 使用模型预测值\n",
    "print('预测结果：',result)  # 输出预测值[-1. -1.  1.  1.]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "二分类器个数： 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ===============================样本不平衡、多分类的情况========================\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import svm\n",
    "\n",
    "# 创建不均衡样本\n",
    "rng = np.random.RandomState(0)\n",
    "n_samples_1 = 1000\n",
    "n_samples_2 = 100\n",
    "n_samples_3 = 100\n",
    "X = np.r_[1.5 * rng.randn(n_samples_1, 2), 0.5 * rng.randn(n_samples_2, 2) + [2, 2],0.5 * rng.randn(n_samples_3, 2) + [-3, 3]]  # 三类样本点中心为(1.5,1.5)、(2,2)、(-3,3)\n",
    "y = np.array([0] * (n_samples_1) + [1] * (n_samples_2)+ [2] * (n_samples_3))  # 前面的1000个为类别0，后面的100个为类别1，最后100个类别为2\n",
    "\n",
    "# 创建模型获取分离超平面, 这里用的是线性模型, 显然不妥, 只为演示.\n",
    "clf = svm.SVC(decision_function_shape='ovo',kernel='linear', C=1.0)  # decision_function_shape='ovo'为使用1对1多分类处理。会创建n(n-1)/2个二分类。ovr为一对所有的处理方式\n",
    "clf.fit(X, y)\n",
    "\n",
    "# 多分类的情况下，获取其中二分类器的个数。\n",
    "dec = clf.decision_function([[1.5,1.5]])  # decision_function()的功能：计算样本点到分割超平面的函数距离。 包含几个2分类器，就有几个函数距离。\n",
    "print('二分类器个数：',dec.shape[1])\n",
    "\n",
    "# 绘制，第一个二分类器的分割超平面\n",
    "w = clf.coef_[0]\n",
    "a = -w[0] / w[1]  # a可以理解为斜率. 直线方程是: w[0]*x[0]+w[1]*x[1]+clf.intercept_[0]=0\n",
    "xx = np.linspace(-5, 5)\n",
    "yy = a * xx - clf.intercept_[0] / w[1]  # 二维坐标下的直线方程\n",
    "\n",
    "# 使用类权重，获取分割超平面\n",
    "wclf = svm.SVC(kernel='linear', class_weight={1: 10})\n",
    "wclf.fit(X, y)\n",
    "\n",
    "# 绘制 分割分割超平面\n",
    "ww = wclf.coef_[0]\n",
    "wa = -ww[0] / ww[1]\n",
    "wyy = wa * xx - wclf.intercept_[0] / ww[1]  # 带权重的直线\n",
    "\n",
    "# 绘制第一个二分类器的分割超平面和样本点\n",
    "h0 = plt.plot(xx, yy, 'k-', label='no weights')\n",
    "h1 = plt.plot(xx, wyy, 'k--', label='with weights')\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "plt.legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 下面用高斯核函数\n",
    "# decision_function_shape='ovo'为使用1对1多分类处理. 会创建n(n-1)/2个二分类。ovr为一对所有的处理方式. C是正则化参数\n",
    "# gamma可选['auto', 'scale']\n",
    "plt.figure(figsize=(12, 10))\n",
    "for i in range(1, 7):\n",
    "    C = i*0.03\n",
    "    clf = svm.SVC(decision_function_shape='ovo',kernel='rbf', C=C, gamma='auto')  \n",
    "    clf.fit(X, y)\n",
    "\n",
    "    xx0 = np.linspace(X[:,0].min(), X[:,0].max(), 100)\n",
    "    xx1 = np.linspace(X[:,1].min(), X[:,1].max(), 100)\n",
    "    mesh_xx0, mesh_xx1 = np.meshgrid(xx0, xx1)\n",
    "    Z = clf.predict(np.c_[mesh_xx0.flatten(), mesh_xx1.flatten()])\n",
    "    Z = Z.reshape(mesh_xx0.shape)\n",
    "    plt.subplot(3, 3, i)\n",
    "    plt.scatter(X[:, 0], X[:, 1], c=y)\n",
    "    plt.contourf(xx0, xx1, Z, cmap=plt.cm.coolwarm, alpha=0.8)\n",
    "    plt.xlim(X[:,0].min(), X[:,0].max())\n",
    "    plt.ylim(X[:,1].min(), X[:,1].max())\n",
    "    plt.title('Regularization Parameter: {}'.format(C))\n",
    "    plt.colorbar()\n",
    "    \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
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